A deep learning-based hand motion classification for hand dysfunction assessment in cervical spondylotic myelopathy

X Li, N Fei, K Wan, JPY Cheung, Y Hu - Biomedical Signal Processing and …, 2025 - Elsevier
Hand motor function is found to be associated with cervical spondylotic myelopathy (CSM).
This study aimed to explore a deep learning-based hand motion classification to quantify the …

A Pilot Study of a Finger Kinematic Parameter-Based Tool for Evaluating Degenerative Cervical Myelopathy

X Li, H Wang, Z Xu, Z Lu, W Zhang, Y Wang, J Wang… - Spine, 2024 - journals.lww.com
Study Design. This is a cross-sectional study. Objective. To evaluate the effectiveness of a
novel finger Kinematic Parameter-Based Tool in the grip and release (G&R) test for …

[HTML][HTML] Deep Learning-Enhanced Hand Grip and Release Test for Degenerative Cervical Myelopathy: Shortening Assessment Duration to 6 Seconds

Y Ye, Y Chang, W Wu, T Liao, T Yu, C Chen, Z Yu… - Neurospine, 2024 - ncbi.nlm.nih.gov
Objective Hand clumsiness and reduced hand dexterity can signal early signs of
degenerative cervical myelopathy (DCM). While the 10-second grip and release (10-s G&R) …

Diagnosis of carpal tunnel syndrome using a 10-s grip-and-release test with video and machine learning analysis

K Tsukamoto, R Matsui, Y Sugiura… - Journal of Hand …, 2024 - journals.sagepub.com
We developed a finger motion-based diagnostic system for carpal tunnel syndrome by
analysing 10 second grip-and-release test videos. Using machine learning, it estimated …

Draw4CM: Detecting Cervical Myelopathy via Hand Drawings Captured by Mobile Devices

T Watanabe, E Yamada, K Fujita… - Adjunct Proceedings of the …, 2024 - dl.acm.org
Cervical myelopathy (CM), which causes numbness and pain in the hands, can affect
manual dexterity and render daily life difficult. The characteristics of this disease are …